{"id":"W1967654346","doi":"10.1093/ejcts/ezu504","title":"Neoadjuvant chemoradiation and surgery improves survival outcomes compared with definitive chemoradiation in the treatment of stage IIIA N2 non-small-cell lung cancer","year":2015,"lang":"en","type":"article","venue":"European Journal of Cardio-Thoracic Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"","keywords":"Medicine; Hazard ratio; CRTS; Proportional hazards model; Lung cancer; Stage (stratigraphy); Confidence interval; Internal medicine; Surgery; Adenocarcinoma; Cancer; Oncology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002925133,0.0002961546,0.001271571,0.0003093804,0.00004936466,0.00004575939,0.00007242635,0.00003507178,0.000006280798],"category_scores_gemma":[0.0001070834,0.0001749523,0.0003591278,0.0003068926,0.00007594611,0.0001626785,0.00001293709,0.0001466553,0.0000014985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005351487,"about_ca_system_score_gemma":0.00063662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002222136,"about_ca_topic_score_gemma":0.00004581987,"domain_scores_codex":[0.9972771,0.0008162289,0.000816223,0.000237548,0.0005640844,0.0002888575],"domain_scores_gemma":[0.9972532,0.001002773,0.0008562245,0.0002798783,0.0003783233,0.0002296465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001200238,0.0005874785,0.958168,0.0001821151,0.0006577803,0.001112981,0.003432065,0.0003504116,0.00007762521,0.000001423323,0.0005619294,0.03366794],"study_design_scores_gemma":[0.003478821,0.0006312773,0.9876894,0.0005075345,0.0009962033,0.00011803,0.002000039,0.0001307389,0.003084268,0.000001671295,0.001142713,0.0002192755],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988772,0.008643319,0.00006420889,0.0007593559,0.0004181318,0.0004056214,0.00002457804,0.000009953766,0.0009028512],"genre_scores_gemma":[0.9950868,0.00418018,0.0001526454,0.0001208898,0.000302324,0.00002328641,0.0000301159,0.00004660212,0.00005715154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03344866,"threshold_uncertainty_score":0.7134346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04752943923988962,"score_gpt":0.3012864422743171,"score_spread":0.2537570030344275,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}